{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 灰度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(414, 500)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2 #opencv读取的格式是BGR\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt#Matplotlib是RGB\n",
    "%matplotlib inline \n",
    "\n",
    "img=cv2.imread('cat.jpg')\n",
    "img_gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
    "img_gray.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cv2.imshow(\"img_gray\", img_gray)\n",
    "cv2.waitKey(0)    \n",
    "cv2.destroyAllWindows() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### HSV\n",
    "- H - 色调（主波长）。 \n",
    "- S - 饱和度（纯度/颜色的阴影）。 \n",
    "- V值（强度）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "hsv=cv2.cvtColor(img,cv2.COLOR_BGR2HSV)\n",
    "\n",
    "cv2.imshow(\"hsv\", hsv)\n",
    "cv2.waitKey(0)    \n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像阈值\n",
    "\n",
    "#### ret, dst = cv2.threshold(src, thresh, maxval, type)\n",
    "\n",
    "- src： 输入图，只能输入单通道图像，通常来说为灰度图\n",
    "- dst： 输出图\n",
    "- thresh： 阈值\n",
    "- maxval： 当像素值超过了阈值（或者小于阈值，根据type来决定），所赋予的值\n",
    "- type：二值化操作的类型，包含以下5种类型： cv2.THRESH_BINARY； cv2.THRESH_BINARY_INV； cv2.THRESH_TRUNC； cv2.THRESH_TOZERO；cv2.THRESH_TOZERO_INV\n",
    "\n",
    "- cv2.THRESH_BINARY           超过阈值部分取maxval（最大值），否则取0\n",
    "- cv2.THRESH_BINARY_INV    THRESH_BINARY的反转\n",
    "- cv2.THRESH_TRUNC            大于阈值部分设为阈值，否则不变\n",
    "- cv2.THRESH_TOZERO          大于阈值部分不改变，否则设为0\n",
    "- cv2.THRESH_TOZERO_INV  THRESH_TOZERO的反转\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GgpCWV0dZJ/7PpbiRxrkSy22pm3UxoV4PAni7XSRrxY0cw0qs5KU618WE+naL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\nopx++9NvnwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ab04c0da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ret, thresh1 = cv2.threshold(img_gray, 127, 255, cv2.THRESH_BINARY)\n",
    "ret, thresh2 = cv2.threshold(img_gray, 127, 255, cv2.THRESH_BINARY_INV)\n",
    "ret, thresh3 = cv2.threshold(img_gray, 127, 255, cv2.THRESH_TRUNC)\n",
    "ret, thresh4 = cv2.threshold(img_gray, 127, 255, cv2.THRESH_TOZERO)\n",
    "ret, thresh5 = cv2.threshold(img_gray, 127, 255, cv2.THRESH_TOZERO_INV)\n",
    "\n",
    "titles = ['Original Image', 'BINARY', 'BINARY_INV', 'TRUNC', 'TOZERO', 'TOZERO_INV']\n",
    "images = [img, thresh1, thresh2, thresh3, thresh4, thresh5]\n",
    "\n",
    "for i in range(6):\n",
    "    plt.subplot(2, 3, i + 1), plt.imshow(images[i], 'gray')\n",
    "    plt.title(titles[i])\n",
    "    plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像平滑"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('lenaNoise.png')\n",
    "\n",
    "cv2.imshow('img', img)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 均值滤波\n",
    "# 简单的平均卷积操作\n",
    "blur = cv2.blur(img, (3, 3))\n",
    "\n",
    "cv2.imshow('blur', blur)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 方框滤波\n",
    "# 基本和均值一样，可以选择归一化\n",
    "box = cv2.boxFilter(img,-1,(3,3), normalize=True)  \n",
    "\n",
    "cv2.imshow('box', box)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 方框滤波\n",
    "# 基本和均值一样，可以选择归一化,容易越界\n",
    "box = cv2.boxFilter(img,-1,(3,3), normalize=False)  \n",
    "\n",
    "cv2.imshow('box', box)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 高斯滤波\n",
    "# 高斯模糊的卷积核里的数值是满足高斯分布，相当于更重视中间的\n",
    "aussian = cv2.GaussianBlur(img, (5, 5), 1)  \n",
    "\n",
    "cv2.imshow('aussian', aussian)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 中值滤波\n",
    "# 相当于用中值代替\n",
    "median = cv2.medianBlur(img, 5)  # 中值滤波\n",
    "\n",
    "cv2.imshow('median', median)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 展示所有的\n",
    "res = np.hstack((blur,aussian,median))\n",
    "#print (res)\n",
    "cv2.imshow('median vs average', res)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 形态学-腐蚀操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('dige.png')\n",
    "\n",
    "cv2.imshow('img', img)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kernel = np.ones((3,3),np.uint8) \n",
    "erosion = cv2.erode(img,kernel,iterations = 1)\n",
    "\n",
    "cv2.imshow('erosion', erosion)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pie = cv2.imread('pie.png')\n",
    "\n",
    "cv2.imshow('pie', pie)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kernel = np.ones((30,30),np.uint8) \n",
    "erosion_1 = cv2.erode(pie,kernel,iterations = 1)\n",
    "erosion_2 = cv2.erode(pie,kernel,iterations = 2)\n",
    "erosion_3 = cv2.erode(pie,kernel,iterations = 3)\n",
    "res = np.hstack((erosion_1,erosion_2,erosion_3))\n",
    "cv2.imshow('res', res)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 形态学-膨胀操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('dige.png')\n",
    "cv2.imshow('img', img)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kernel = np.ones((3,3),np.uint8) \n",
    "dige_erosion = cv2.erode(img,kernel,iterations = 1)\n",
    "\n",
    "cv2.imshow('erosion', erosion)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "kernel = np.ones((3,3),np.uint8) \n",
    "dige_dilate = cv2.dilate(dige_erosion,kernel,iterations = 1)\n",
    "\n",
    "cv2.imshow('dilate', dige_dilate)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pie = cv2.imread('pie.png')\n",
    "\n",
    "kernel = np.ones((30,30),np.uint8) \n",
    "dilate_1 = cv2.dilate(pie,kernel,iterations = 1)\n",
    "dilate_2 = cv2.dilate(pie,kernel,iterations = 2)\n",
    "dilate_3 = cv2.dilate(pie,kernel,iterations = 3)\n",
    "res = np.hstack((dilate_1,dilate_2,dilate_3))\n",
    "cv2.imshow('res', res)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 开运算与闭运算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 开：先腐蚀，再膨胀\n",
    "img = cv2.imread('dige.png')\n",
    "\n",
    "kernel = np.ones((5,5),np.uint8) \n",
    "opening = cv2.morphologyEx(img, cv2.MORPH_OPEN, kernel)\n",
    "\n",
    "cv2.imshow('opening', opening)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 闭：先膨胀，再腐蚀\n",
    "img = cv2.imread('dige.png')\n",
    "\n",
    "kernel = np.ones((5,5),np.uint8) \n",
    "closing = cv2.morphologyEx(img, cv2.MORPH_CLOSE, kernel)\n",
    "\n",
    "cv2.imshow('closing', closing)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 梯度运算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 梯度=膨胀-腐蚀\n",
    "pie = cv2.imread('pie.png')\n",
    "kernel = np.ones((7,7),np.uint8) \n",
    "dilate = cv2.dilate(pie,kernel,iterations = 5)\n",
    "erosion = cv2.erode(pie,kernel,iterations = 5)\n",
    "\n",
    "res = np.hstack((dilate,erosion))\n",
    "\n",
    "cv2.imshow('res', res)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gradient = cv2.morphologyEx(pie, cv2.MORPH_GRADIENT, kernel)\n",
    "\n",
    "cv2.imshow('gradient', gradient)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 礼帽与黑帽\n",
    "- 礼帽 = 原始输入-开运算结果\n",
    "- 黑帽 = 闭运算-原始输入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#礼帽\n",
    "img = cv2.imread('dige.png')\n",
    "tophat = cv2.morphologyEx(img, cv2.MORPH_TOPHAT, kernel)\n",
    "cv2.imshow('tophat', tophat)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#黑帽\n",
    "img = cv2.imread('dige.png')\n",
    "blackhat  = cv2.morphologyEx(img,cv2.MORPH_BLACKHAT, kernel)\n",
    "cv2.imshow('blackhat ', blackhat )\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像梯度-Sobel算子"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](sobel_1.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('pie.png',cv2.IMREAD_GRAYSCALE)\n",
    "cv2.imshow(\"img\",img)\n",
    "cv2.waitKey()\n",
    "cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "dst = cv2.Sobel(src, ddepth, dx, dy, ksize)\n",
    "- ddepth:图像的深度\n",
    "- dx和dy分别表示水平和竖直方向\n",
    "- ksize是Sobel算子的大小\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def cv_show(img,name):\n",
    "    cv2.imshow(name,img)\n",
    "    cv2.waitKey()\n",
    "    cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sobelx = cv2.Sobel(img,cv2.CV_64F,1,0,ksize=3)\n",
    "\n",
    "cv_show(sobelx,'sobelx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "白到黑是正数，黑到白就是负数了，所有的负数会被截断成0，所以要取绝对值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sobelx = cv2.Sobel(img,cv2.CV_64F,1,0,ksize=3)\n",
    "sobelx = cv2.convertScaleAbs(sobelx)\n",
    "cv_show(sobelx,'sobelx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sobely = cv2.Sobel(img,cv2.CV_64F,0,1,ksize=3)\n",
    "sobely = cv2.convertScaleAbs(sobely)  \n",
    "cv_show(sobely,'sobely')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "分别计算x和y，再求和"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sobelxy = cv2.addWeighted(sobelx,0.5,sobely,0.5,0)\n",
    "cv_show(sobelxy,'sobelxy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "不建议直接计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sobelxy=cv2.Sobel(img,cv2.CV_64F,1,1,ksize=3)\n",
    "sobelxy = cv2.convertScaleAbs(sobelxy) \n",
    "cv_show(sobelxy,'sobelxy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('lena.jpg',cv2.IMREAD_GRAYSCALE)\n",
    "cv_show(img,'img')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('lena.jpg',cv2.IMREAD_GRAYSCALE)\n",
    "sobelx = cv2.Sobel(img,cv2.CV_64F,1,0,ksize=3)\n",
    "sobelx = cv2.convertScaleAbs(sobelx)\n",
    "sobely = cv2.Sobel(img,cv2.CV_64F,0,1,ksize=3)\n",
    "sobely = cv2.convertScaleAbs(sobely)\n",
    "sobelxy = cv2.addWeighted(sobelx,0.5,sobely,0.5,0)\n",
    "cv_show(sobelxy,'sobelxy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "img = cv2.imread('lena.jpg',cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "sobelxy=cv2.Sobel(img,cv2.CV_64F,1,1,ksize=3)\n",
    "sobelxy = cv2.convertScaleAbs(sobelxy) \n",
    "cv_show(sobelxy,'sobelxy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像梯度-Scharr算子"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](scharr.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像梯度-laplacian算子"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](l.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#不同算子的差异\n",
    "img = cv2.imread('lena.jpg',cv2.IMREAD_GRAYSCALE)\n",
    "sobelx = cv2.Sobel(img,cv2.CV_64F,1,0,ksize=3)\n",
    "sobely = cv2.Sobel(img,cv2.CV_64F,0,1,ksize=3)\n",
    "sobelx = cv2.convertScaleAbs(sobelx)   \n",
    "sobely = cv2.convertScaleAbs(sobely)  \n",
    "sobelxy =  cv2.addWeighted(sobelx,0.5,sobely,0.5,0)  \n",
    "\n",
    "scharrx = cv2.Scharr(img,cv2.CV_64F,1,0)\n",
    "scharry = cv2.Scharr(img,cv2.CV_64F,0,1)\n",
    "scharrx = cv2.convertScaleAbs(scharrx)   \n",
    "scharry = cv2.convertScaleAbs(scharry)  \n",
    "scharrxy =  cv2.addWeighted(scharrx,0.5,scharry,0.5,0) \n",
    "\n",
    "laplacian = cv2.Laplacian(img,cv2.CV_64F)\n",
    "laplacian = cv2.convertScaleAbs(laplacian)   \n",
    "\n",
    "res = np.hstack((sobelxy,scharrxy,laplacian))\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('lena.jpg',cv2.IMREAD_GRAYSCALE)\n",
    "cv_show(img,'img')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Canny边缘检测\n",
    "- 1)        使用高斯滤波器，以平滑图像，滤除噪声。\n",
    "\n",
    "- 2)        计算图像中每个像素点的梯度强度和方向。\n",
    "\n",
    "- 3)        应用非极大值（Non-Maximum Suppression）抑制，以消除边缘检测带来的杂散响应。\n",
    "\n",
    "- 4)        应用双阈值（Double-Threshold）检测来确定真实的和潜在的边缘。\n",
    "\n",
    "- 5)        通过抑制孤立的弱边缘最终完成边缘检测。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1:高斯滤波器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](canny_1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2:梯度和方向"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](canny_2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3：非极大值抑制"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](canny_3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](canny_6.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4：双阈值检测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](canny_5.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img=cv2.imread(\"lena.jpg\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "v1=cv2.Canny(img,80,150)\n",
    "v2=cv2.Canny(img,50,100)\n",
    "\n",
    "res = np.hstack((v1,v2))\n",
    "cv_show(res,'res')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img=cv2.imread(\"car.png\",cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "v1=cv2.Canny(img,120,250)\n",
    "v2=cv2.Canny(img,50,100)\n",
    "\n",
    "res = np.hstack((v1,v2))\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像金字塔\n",
    "- 高斯金字塔\n",
    "- 拉普拉斯金字塔"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](Pyramid_1.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 高斯金字塔：向下采样方法（缩小）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](Pyramid_2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 高斯金字塔：向上采样方法（放大）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](Pyramid_3.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(442, 340, 3)\n"
     ]
    }
   ],
   "source": [
    "img=cv2.imread(\"AM.png\")\n",
    "cv_show(img,'img')\n",
    "print (img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(884, 680, 3)\n"
     ]
    }
   ],
   "source": [
    "up=cv2.pyrUp(img)\n",
    "cv_show(up,'up')\n",
    "print (up.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(221, 170, 3)\n"
     ]
    }
   ],
   "source": [
    "down=cv2.pyrDown(img)\n",
    "cv_show(down,'down')\n",
    "print (down.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1768, 1360, 3)\n"
     ]
    }
   ],
   "source": [
    "up2=cv2.pyrUp(up)\n",
    "cv_show(up2,'up2')\n",
    "print (up2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "up=cv2.pyrUp(img)\n",
    "up_down=cv2.pyrDown(up)\n",
    "cv_show(up_down,'up_down')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cv_show(np.hstack((img,up_down)),'up_down')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "up=cv2.pyrUp(img)\n",
    "up_down=cv2.pyrDown(up)\n",
    "cv_show(img-up_down,'img-up_down')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 拉普拉斯金字塔"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](Pyramid_4.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "down=cv2.pyrDown(img)\n",
    "down_up=cv2.pyrUp(down)\n",
    "l_1=img-down_up\n",
    "cv_show(l_1,'l_1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图像轮廓"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### cv2.findContours(img,mode,method)\n",
    "mode:轮廓检索模式\n",
    "- RETR_EXTERNAL ：只检索最外面的轮廓；\n",
    "- RETR_LIST：检索所有的轮廓，并将其保存到一条链表当中；\n",
    "- RETR_CCOMP：检索所有的轮廓，并将他们组织为两层：顶层是各部分的外部边界，第二层是空洞的边界;\n",
    "- RETR_TREE：检索所有的轮廓，并重构嵌套轮廓的整个层次;\n",
    "\n",
    "method:轮廓逼近方法\n",
    "- CHAIN_APPROX_NONE：以Freeman链码的方式输出轮廓，所有其他方法输出多边形（顶点的序列）。\n",
    "- CHAIN_APPROX_SIMPLE:压缩水平的、垂直的和斜的部分，也就是，函数只保留他们的终点部分。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](chain.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "为了更高的准确率，使用二值图像。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('contours.png')\n",
    "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "ret, thresh = cv2.threshold(gray, 127, 255, cv2.THRESH_BINARY)\n",
    "cv_show(thresh,'thresh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "binary, contours, hierarchy = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_NONE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制轮廓"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cv_show(img,'img')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#传入绘制图像，轮廓，轮廓索引，颜色模式，线条厚度\n",
    "# 注意需要copy,要不原图会变。。。\n",
    "draw_img = img.copy()\n",
    "res = cv2.drawContours(draw_img, contours, -1, (0, 0, 255), 2)\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "draw_img = img.copy()\n",
    "res = cv2.drawContours(draw_img, contours, 0, (0, 0, 255), 2)\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 轮廓特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cnt = contours[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8500.5"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#面积\n",
    "cv2.contourArea(cnt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "437.9482651948929"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#周长，True表示闭合的\n",
    "cv2.arcLength(cnt,True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 轮廓近似"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![title](contours3.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('contours2.png')\n",
    "\n",
    "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "ret, thresh = cv2.threshold(gray, 127, 255, cv2.THRESH_BINARY)\n",
    "binary, contours, hierarchy = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_NONE)\n",
    "cnt = contours[0]\n",
    "\n",
    "draw_img = img.copy()\n",
    "res = cv2.drawContours(draw_img, [cnt], -1, (0, 0, 255), 2)\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "epsilon = 0.15*cv2.arcLength(cnt,True) \n",
    "approx = cv2.approxPolyDP(cnt,epsilon,True)\n",
    "\n",
    "draw_img = img.copy()\n",
    "res = cv2.drawContours(draw_img, [approx], -1, (0, 0, 255), 2)\n",
    "cv_show(res,'res')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "边界矩形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = cv2.imread('contours.png')\n",
    "\n",
    "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "ret, thresh = cv2.threshold(gray, 127, 255, cv2.THRESH_BINARY)\n",
    "binary, contours, hierarchy = cv2.findContours(thresh, cv2.RETR_TREE, cv2.CHAIN_APPROX_NONE)\n",
    "cnt = contours[0]\n",
    "\n",
    "x,y,w,h = cv2.boundingRect(cnt)\n",
    "img = cv2.rectangle(img,(x,y),(x+w,y+h),(0,255,0),2)\n",
    "cv_show(img,'img')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5154317244724715"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "area = cv2.contourArea(cnt)\n",
    "x, y, w, h = cv2.boundingRect(cnt)\n",
    "rect_area = w * h\n",
    "extent = float(area) / rect_area\n",
    "print ('轮廓面积与边界矩形比',extent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "外接圆"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "(x,y),radius = cv2.minEnclosingCircle(cnt) \n",
    "center = (int(x),int(y)) \n",
    "radius = int(radius) \n",
    "img = cv2.circle(img,center,radius,(0,255,0),2)\n",
    "cv_show(img,'img')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### 傅里叶变换"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们生活在时间的世界中，早上7:00起来吃早饭，8:00去挤地铁，9:00开始上班。。。以时间为参照就是时域分析。\n",
    "\n",
    "但是在频域中一切都是静止的！\n",
    "\n",
    "https://zhuanlan.zhihu.com/p/19763358\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 傅里叶变换的作用\n",
    "\n",
    "- 高频：变化剧烈的灰度分量，例如边界\n",
    "\n",
    "- 低频：变化缓慢的灰度分量，例如一片大海\n",
    "\n",
    "### 滤波\n",
    "\n",
    "- 低通滤波器：只保留低频，会使得图像模糊\n",
    "\n",
    "- 高通滤波器：只保留高频，会使得图像细节增强\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- opencv中主要就是cv2.dft()和cv2.idft()，输入图像需要先转换成np.float32 格式。\n",
    "- 得到的结果中频率为0的部分会在左上角，通常要转换到中心位置，可以通过shift变换来实现。\n",
    "- cv2.dft()返回的结果是双通道的（实部，虚部），通常还需要转换成图像格式才能展示（0,255）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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w6zCEboXSQudGZx/03wOH2Dcng4vwqLtMbO4oO+LotRh40zN/gENurz4++jPo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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2189b8f4160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv2.imread('lena.jpg',0)\n",
    "\n",
    "img_float32 = np.float32(img)\n",
    "\n",
    "dft = cv2.dft(img_float32, flags = cv2.DFT_COMPLEX_OUTPUT)\n",
    "dft_shift = np.fft.fftshift(dft)\n",
    "# 得到灰度图能表示的形式\n",
    "magnitude_spectrum = 20*np.log(cv2.magnitude(dft_shift[:,:,0],dft_shift[:,:,1]))\n",
    "\n",
    "plt.subplot(121),plt.imshow(img, cmap = 'gray')\n",
    "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122),plt.imshow(magnitude_spectrum, cmap = 'gray')\n",
    "plt.title('Magnitude Spectrum'), plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4XC6srq7K9YjkiCDcbrcggU6nIyfM+F2iSirrYDAo3kMwGMQv/uIvYmFhQY5R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NDzosHg/RgxNa41cP0AAgon6T+aEkeZoNxQcI3UrN/0pRN3Wl7X86D0QTYeaiPjAqjstUtFAkCe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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2189bbc5630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv2.imread('lena.jpg',0)\n",
    "\n",
    "img_float32 = np.float32(img)\n",
    "\n",
    "dft = cv2.dft(img_float32, flags = cv2.DFT_COMPLEX_OUTPUT)\n",
    "dft_shift = np.fft.fftshift(dft)\n",
    "\n",
    "rows, cols = img.shape\n",
    "crow, ccol = int(rows/2) , int(cols/2)     # 中心位置\n",
    "\n",
    "# 低通滤波\n",
    "mask = np.zeros((rows, cols, 2), np.uint8)\n",
    "mask[crow-30:crow+30, ccol-30:ccol+30] = 1\n",
    "\n",
    "# IDFT\n",
    "fshift = dft_shift*mask\n",
    "f_ishift = np.fft.ifftshift(fshift)\n",
    "img_back = cv2.idft(f_ishift)\n",
    "img_back = cv2.magnitude(img_back[:,:,0],img_back[:,:,1])\n",
    "\n",
    "plt.subplot(121),plt.imshow(img, cmap = 'gray')\n",
    "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122),plt.imshow(img_back, cmap = 'gray')\n",
    "plt.title('Result'), plt.xticks([]), plt.yticks([])\n",
    "\n",
    "plt.show()                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JFAE/r+kYAOI1hkIhWSMA8jvnxHvhWXG5XCLfvAbvi8qdwIByR8DFQfn1+XxoNptoNpuY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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2189b9017b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('lena.jpg',0)\n",
    "\n",
    "img_float32 = np.float32(img)\n",
    "\n",
    "dft = cv2.dft(img_float32, flags = cv2.DFT_COMPLEX_OUTPUT)\n",
    "dft_shift = np.fft.fftshift(dft)\n",
    "\n",
    "rows, cols = img.shape\n",
    "crow, ccol = int(rows/2) , int(cols/2)     # 中心位置\n",
    "\n",
    "# 高通滤波\n",
    "mask = np.ones((rows, cols, 2), np.uint8)\n",
    "mask[crow-30:crow+30, ccol-30:ccol+30] = 0\n",
    "\n",
    "# IDFT\n",
    "fshift = dft_shift*mask\n",
    "f_ishift = np.fft.ifftshift(fshift)\n",
    "img_back = cv2.idft(f_ishift)\n",
    "img_back = cv2.magnitude(img_back[:,:,0],img_back[:,:,1])\n",
    "\n",
    "plt.subplot(121),plt.imshow(img, cmap = 'gray')\n",
    "plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n",
    "plt.subplot(122),plt.imshow(img_back, cmap = 'gray')\n",
    "plt.title('Result'), plt.xticks([]), plt.yticks([])\n",
    "\n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   },
   "outputs": [],
   "source": []
  }
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